Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	800
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	88
Duplicate rows (%)	11.0%
Total size in memory	70.6 KiB
Average record size in memory	90.3 B

Variable types

Categorical	2
Numeric	10

Alerts

Dataset has 88 (11.0%) duplicate rows	Duplicates
`BMI` is highly overall correlated with `CLASS`	High correlation
`CLASS` is highly overall correlated with `BMI` and 1 other fields	High correlation
`Cr` is highly overall correlated with `Urea`	High correlation
`HbA1c` is highly overall correlated with `CLASS`	High correlation
`TG` is highly overall correlated with `VLDL`	High correlation
`Urea` is highly overall correlated with `Cr`	High correlation
`VLDL` is highly overall correlated with `TG`	High correlation
`CLASS` is highly imbalanced (60.3%)	Imbalance

Reproduction

Analysis started	2024-03-14 06:11:48.676052
Analysis finished	2024-03-14 06:12:20.629135
Duration	31.95 seconds
Software version	ydata-profiling vv4.6.5
Download configuration	config.json

Gender
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.2 KiB

M	455
F	345

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	M
3rd row	F
4th row	F
5th row	M

Common Values

Value	Count	Frequency (%)
M	455	56.9%
F	345	43.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	455	56.9%
f	345	43.1%

Most occurring characters

Value	Count	Frequency (%)
M	455	56.9%
F	345	43.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	800	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	455	56.9%
F	345	43.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	800	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	455	56.9%
F	345	43.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	455	56.9%
F	345	43.1%

AGE
Real number (ℝ)

Distinct	49
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.88

Minimum	20
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	20
5-th percentile	33.95
Q1	51
median	55
Q3	59
95-th percentile	65
Maximum	79
Range	59
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.3645416
Coefficient of variation (CV)	0.15524391
Kurtosis	2.0818179
Mean	53.88
Median Absolute Deviation (MAD)	4
Skewness	-0.92601263
Sum	43104
Variance	69.965557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
55	157	19.6%
60	73	9.1%
54	64	8.0%
51	46	5.8%
61	41	5.1%
56	40	5.0%
52	40	5.0%
50	32	4.0%
57	27	3.4%
58	26	3.2%
Other values (39)	254	31.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1	0.1%
26	2	0.2%
28	2	0.2%
30	13	1.6%
31	8	1.0%
32	1	0.1%
33	13	1.6%
34	4	0.5%
35	5	0.6%
36	3	0.4%

Value	Count	Frequency (%)
79	1	0.1%
77	2	0.2%
76	3	0.4%
75	2	0.2%
73	7	0.9%
71	1	0.1%
70	1	0.1%
69	4	0.5%
68	6	0.8%
67	5	0.6%

Urea
Real number (ℝ)

HIGH CORRELATION

Distinct	105
Distinct (%)	13.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0645537

Minimum	0.5
Maximum	38.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	0.5
5-th percentile	2.3
Q1	3.6
median	4.5
Q3	5.7
95-th percentile	9.6
Maximum	38.9
Range	38.4
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	2.892686
Coefficient of variation (CV)	0.57116305
Kurtosis	35.914415
Mean	5.0645537
Median Absolute Deviation (MAD)	1
Skewness	4.6172422
Sum	4051.643
Variance	8.3676321
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3	31	3.9%
4	29	3.6%
3	28	3.5%
5	28	3.5%
4.8	28	3.5%
4.1	25	3.1%
4.5	21	2.6%
4.6	21	2.6%
3.8	20	2.5%
5.7	20	2.5%
Other values (95)	549	68.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	0.1%
1.1	1	0.1%
1.8	2	0.2%
1.9	1	0.1%
2	16	2.0%
2.1	11	1.4%
2.2	5	0.6%
2.3	6	0.8%
2.4	5	0.6%
2.5	6	0.8%

Value	Count	Frequency (%)
38.9	1	0.1%
26.4	1	0.1%
24	2	0.2%
22	1	0.1%
20.8	3	0.4%
20	1	0.1%
14.5	1	0.1%
14.1	1	0.1%
14	1	0.1%
13.3	1	0.1%

Cr
Real number (ℝ)

HIGH CORRELATION

Distinct	104
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.55875

Minimum	20
Maximum	800
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	20
5-th percentile	33
Q1	47
median	59
Q3	73
95-th percentile	106
Maximum	800
Range	780
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	57.591015
Coefficient of variation (CV)	0.85245826
Kurtosis	101.96186
Mean	67.55875
Median Absolute Deviation (MAD)	13
Skewness	8.9283868
Sum	54047
Variance	3316.725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	36	4.5%
55	25	3.1%
72	25	3.1%
48	23	2.9%
53	22	2.8%
46	21	2.6%
59	21	2.6%
70	21	2.6%
67	20	2.5%
45	18	2.2%
Other values (94)	568	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	2	0.2%
22	2	0.2%
23	3	0.4%
24	2	0.2%
26	1	0.1%
27	2	0.2%
28	4	0.5%
29	1	0.1%
30	6	0.8%
31	8	1.0%

Value	Count	Frequency (%)
800	3	0.4%
401	2	0.2%
370	2	0.2%
315	2	0.2%
230	1	0.1%
228	1	0.1%
198	1	0.1%
194	1	0.1%
185	3	0.4%
179	1	0.1%

HbA1c
Real number (ℝ)

HIGH CORRELATION

Distinct	109
Distinct (%)	13.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.499325

Minimum	0.9
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	0.9
5-th percentile	4.3
Q1	6.8
median	8.2
Q3	10.2
95-th percentile	12.605
Maximum	16
Range	15.1
Interquartile range (IQR)	3.4

Descriptive statistics

Standard deviation	2.4684876
Coefficient of variation (CV)	0.29043336
Kurtosis	-0.25335251
Mean	8.499325
Median Absolute Deviation (MAD)	1.7
Skewness	0.25242033
Sum	6799.46
Variance	6.0934308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	32	4.0%
8	29	3.6%
6.8	28	3.5%
7	25	3.1%
4	22	2.8%
6	20	2.5%
10.2	19	2.4%
6.5	18	2.2%
7.2	18	2.2%
7.7	17	2.1%
Other values (99)	572	71.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9	1	0.1%
3	1	0.1%
3.7	3	0.4%
4	22	2.8%
4.1	5	0.6%
4.2	3	0.4%
4.3	6	0.8%
4.5	4	0.5%
4.6	1	0.1%
4.7	1	0.1%

Value	Count	Frequency (%)
16	1	0.1%
15.9	1	0.1%
15	2	0.2%
14.8	1	0.1%
14.7	3	0.4%
14.6	2	0.2%
14.5	2	0.2%
14.4	1	0.1%
14.1	1	0.1%
13.9	3	0.4%

Chol
Real number (ℝ)

Distinct	74
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9559

Minimum	0.6
Maximum	10.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	0.6
5-th percentile	3
Q1	4.1
median	4.8
Q3	5.7
95-th percentile	7.2
Maximum	10.3
Range	9.7
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.3113152
Coefficient of variation (CV)	0.26459679
Kurtosis	1.6763976
Mean	4.9559
Median Absolute Deviation (MAD)	0.8
Skewness	0.74293476
Sum	3964.72
Variance	1.7195476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.4	37	4.6%
4	32	4.0%
5.3	32	4.0%
4.2	31	3.9%
4.8	30	3.8%
4.9	29	3.6%
4.1	28	3.5%
5.2	27	3.4%
5.4	25	3.1%
4.5	25	3.1%
Other values (64)	504	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6	1	0.1%
1.2	1	0.1%
2	3	0.4%
2.1	1	0.1%
2.3	2	0.2%
2.4	4	0.5%
2.5	3	0.4%
2.6	4	0.5%
2.7	4	0.5%
2.8	5	0.6%

Value	Count	Frequency (%)
10.3	1	0.1%
9.9	1	0.1%
9.8	2	0.2%
9.7	2	0.2%
9.5	3	0.4%
9.3	1	0.1%
9.2	1	0.1%
9.1	1	0.1%
8.8	2	0.2%
8.6	1	0.1%

TG
Real number (ℝ)

HIGH CORRELATION

Distinct	67
Distinct (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3313875

Minimum	0.3
Maximum	13.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.8
Q1	1.5
median	2
Q3	2.9
95-th percentile	4.9
Maximum	13.8
Range	13.5
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	1.3971874
Coefficient of variation (CV)	0.59929437
Kurtosis	12.407036
Mean	2.3313875
Median Absolute Deviation (MAD)	0.7
Skewness	2.4944046
Sum	1865.11
Variance	1.9521326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	48	6.0%
2.1	46	5.8%
1.5	42	5.2%
1.3	38	4.8%
1.7	34	4.2%
1.9	32	4.0%
1.6	30	3.8%
1.8	28	3.5%
2.2	28	3.5%
1.2	25	3.1%
Other values (57)	449	56.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	2	0.2%
0.5	1	0.1%
0.6	11	1.4%
0.7	23	2.9%
0.8	16	2.0%
0.9	12	1.5%
1	24	3.0%
1.1	25	3.1%
1.19	3	0.4%
1.2	25	3.1%

Value	Count	Frequency (%)
13.8	1	0.1%
12.7	1	0.1%
11.6	1	0.1%
8.5	1	0.1%
7.7	2	0.2%
7.2	1	0.1%
7	2	0.2%
6.8	3	0.4%
6.7	1	0.1%
6.3	1	0.1%

HDL
Real number (ℝ)

Distinct	47
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2245625

Minimum	0.2
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.7
Q1	0.9
median	1.1
Q3	1.35
95-th percentile	1.9525
Maximum	9.9
Range	9.7
Interquartile range (IQR)	0.45

Descriptive statistics

Standard deviation	0.70675256
Coefficient of variation (CV)	0.57714699
Kurtosis	58.511274
Mean	1.2245625
Median Absolute Deviation (MAD)	0.2
Skewness	6.2197854
Sum	979.65
Variance	0.49949918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1	113	14.1%
1.1	112	14.0%
0.9	109	13.6%
0.8	61	7.6%
1.3	60	7.5%
1.2	57	7.1%
0.7	49	6.1%
1.4	43	5.4%
1.6	35	4.4%
1.8	28	3.5%
Other values (37)	133	16.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	0.1%
0.4	5	0.6%
0.5	5	0.6%
0.6	18	2.2%
0.7	49	6.1%
0.75	3	0.4%
0.8	61	7.6%
0.9	109	13.6%
0.95	1	0.1%
1	113	14.1%

Value	Count	Frequency (%)
9.9	1	0.1%
9	1	0.1%
6.6	2	0.2%
6.3	1	0.1%
5	1	0.1%
3.9	1	0.1%
3.8	1	0.1%
3.6	2	0.2%
3.4	1	0.1%
3.2	3	0.4%

LDL
Real number (ℝ)

Distinct	65
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.62105

Minimum	0.3
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	0.3
5-th percentile	1
Q1	1.7
median	2.5
Q3	3.3
95-th percentile	4.4
Maximum	9.9
Range	9.6
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.1673421
Coefficient of variation (CV)	0.44537192
Kurtosis	4.3292625
Mean	2.62105
Median Absolute Deviation (MAD)	0.8
Skewness	1.2207339
Sum	2096.84
Variance	1.3626875
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.5	50	6.2%
2	44	5.5%
1.7	32	4.0%
3.1	30	3.8%
2.6	30	3.8%
1.4	29	3.6%
3.5	28	3.5%
3	27	3.4%
3.6	25	3.1%
4.1	24	3.0%
Other values (55)	481	60.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	1	0.1%
0.5	2	0.2%
0.6	2	0.2%
0.7	2	0.2%
0.75	2	0.2%
0.8	5	0.6%
0.9	19	2.4%
0.95	4	0.5%
0.96	1	0.1%
1	9	1.1%

Value	Count	Frequency (%)
9.9	2	0.2%
7.9	2	0.2%
7.5	1	0.1%
7	1	0.1%
6.4	1	0.1%
5.9	1	0.1%
5.6	3	0.4%
5.5	4	0.5%
5.3	1	0.1%
5.1	1	0.1%

VLDL
Real number (ℝ)

HIGH CORRELATION

Distinct	59
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.93475

Minimum	0.1
Maximum	35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.7
median	1
Q3	1.5
95-th percentile	9.025
Maximum	35
Range	34.9
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	3.9308723
Coefficient of variation (CV)	2.0317211
Kurtosis	30.57851
Mean	1.93475
Median Absolute Deviation (MAD)	0.4
Skewness	5.1775826
Sum	1547.8
Variance	15.451757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	89	11.1%
0.7	75	9.4%
1	61	7.6%
0.6	61	7.6%
0.8	58	7.2%
1.5	56	7.0%
0.5	47	5.9%
1.1	42	5.2%
1.3	35	4.4%
2	33	4.1%
Other values (49)	243	30.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	2	0.2%
0.2	5	0.6%
0.3	23	2.9%
0.4	32	4.0%
0.5	47	5.9%
0.6	61	7.6%
0.7	75	9.4%
0.8	58	7.2%
0.9	89	11.1%
1	61	7.6%

Value	Count	Frequency (%)
35	1	0.1%
33.6	1	0.1%
31.8	2	0.2%
31	1	0.1%
27.2	1	0.1%
24.5	1	0.1%
22.7	1	0.1%
22.2	2	0.2%
19.5	1	0.1%
18.1	1	0.1%

BMI
Real number (ℝ)

HIGH CORRELATION

Distinct	61
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.923062

Minimum	19
Maximum	47.75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.5 KiB

Quantile statistics

Minimum	19
5-th percentile	22
Q1	26
median	30
Q3	33
95-th percentile	38
Maximum	47.75
Range	28.75
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.8771354
Coefficient of variation (CV)	0.16298918
Kurtosis	-0.30974642
Mean	29.923062
Median Absolute Deviation (MAD)	3
Skewness	0.098361989
Sum	23938.45
Variance	23.78645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	95	11.9%
33	84	10.5%
29	57	7.1%
26	55	6.9%
24	42	5.2%
28	42	5.2%
31	41	5.1%
27	39	4.9%
32	37	4.6%
37	30	3.8%
Other values (51)	278	34.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	4	0.5%
20	6	0.8%
21	25	3.1%
21.17	1	0.1%
22	23	2.9%
23	26	3.2%
23.5	1	0.1%
24	42	5.2%
24.6	1	0.1%
25	21	2.6%

Value	Count	Frequency (%)
47.75	1	0.1%
47	1	0.1%
43.25	2	0.2%
40.5	2	0.2%
40	1	0.1%
39.18	2	0.2%
39	20	2.5%
38.62	1	0.1%
38	20	2.5%
37.62	1	0.1%

CLASS
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	7.2 KiB

3	707
1	58
2	35

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	800
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
3	707	88.4%
1	58	7.2%
2	35	4.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	707	88.4%
1	58	7.2%
2	35	4.4%

Most occurring characters

Value	Count	Frequency (%)
3	707	88.4%
1	58	7.2%
2	35	4.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	800	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	707	88.4%
1	58	7.2%
2	35	4.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	800	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	707	88.4%
1	58	7.2%
2	35	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	707	88.4%
1	58	7.2%
2	35	4.4%

Auto

Heatmap
Table

	AGE	BMI	CLASS	Chol	Cr	Gender	HDL	HbA1c	LDL	TG	Urea	VLDL
AGE	1.000	0.360	0.385	0.029	0.078	0.103	-0.052	0.384	-0.009	0.175	0.160	0.071
BMI	0.360	1.000	0.528	-0.026	0.075	0.170	0.072	0.353	-0.129	0.104	0.082	0.213
CLASS	0.385	0.528	1.000	0.163	0.106	0.085	0.020	0.514	0.005	0.286	0.160	0.280
Chol	0.029	-0.026	0.163	1.000	-0.010	0.123	0.097	0.154	0.420	0.391	-0.010	0.273
Cr	0.078	0.075	0.106	-0.010	1.000	0.093	-0.069	-0.070	0.054	0.076	0.570	0.089
Gender	0.103	0.170	0.085	0.123	0.093	1.000	-0.112	-0.033	0.047	-0.010	0.217	0.060
HDL	-0.052	0.072	0.020	0.097	-0.069	-0.112	1.000	-0.007	-0.208	-0.128	-0.074	-0.024
HbA1c	0.384	0.353	0.514	0.154	-0.070	-0.033	-0.007	1.000	-0.012	0.251	0.035	0.239
LDL	-0.009	-0.129	0.005	0.420	0.054	0.047	-0.208	-0.012	1.000	0.068	-0.051	0.015
TG	0.175	0.104	0.286	0.391	0.076	-0.010	-0.128	0.251	0.068	1.000	0.077	0.626
Urea	0.160	0.082	0.160	-0.010	0.570	0.217	-0.074	0.035	-0.051	0.077	1.000	0.020
VLDL	0.071	0.213	0.280	0.273	0.089	0.060	-0.024	0.239	0.015	0.626	0.020	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Gender	AGE	Urea	Cr	HbA1c	Chol	TG	HDL	LDL	VLDL	BMI	CLASS
0	F	50	4.7	46	4.9	4.2	0.9	2.4	1.4	0.5	24.0	1
1	M	26	4.5	62	4.9	3.7	1.4	1.1	2.1	0.6	23.0	1
2	F	50	4.7	46	4.9	4.2	0.9	2.4	1.4	0.5	24.0	1
3	F	50	4.7	46	4.9	4.2	0.9	2.4	1.4	0.5	24.0	1
4	M	33	7.1	46	4.9	4.9	1.0	0.8	2.0	0.4	21.0	1
5	F	45	2.3	24	4.0	2.9	1.0	1.0	1.5	0.4	21.0	1
6	F	50	2.0	50	4.0	3.6	1.3	0.9	2.1	0.6	24.0	1
7	M	48	4.7	47	4.0	2.9	0.8	0.9	1.6	0.4	24.0	1
8	M	43	2.6	67	4.0	3.8	0.9	2.4	3.7	1.0	21.0	1
9	F	32	3.6	28	4.0	3.8	2.0	2.4	3.8	1.0	24.0	1

	Gender	AGE	Urea	Cr	HbA1c	Chol	TG	HDL	LDL	VLDL	BMI	CLASS
990	F	57	4.1	70	9.3	5.3	3.3	1.0	1.4	1.3	29.0	3
991	F	55	4.1	34	13.9	5.4	1.6	1.6	3.1	0.7	33.0	3
992	M	55	3.1	39	8.5	5.0	2.5	1.9	2.9	0.7	27.0	3
993	M	28	3.5	61	8.5	4.5	1.9	1.1	2.6	0.8	37.0	3
994	M	69	10.3	185	7.7	4.9	1.9	1.2	3.0	0.7	37.0	3
995	M	71	11.0	97	7.0	7.5	1.7	1.2	1.8	0.6	30.0	3
996	M	31	3.0	60	12.3	4.1	2.2	0.7	2.4	15.4	37.2	3
997	M	30	7.1	81	6.7	4.1	1.1	1.2	2.4	8.1	27.4	3
998	M	38	5.8	59	6.7	5.3	2.0	1.6	2.9	14.0	40.5	3
999	M	54	5.0	67	6.9	3.8	1.7	1.1	3.0	0.7	33.0	3

Most frequently occurring

	Gender	AGE	Urea	Cr	HbA1c	Chol	TG	HDL	LDL	VLDL	BMI	CLASS	# duplicates
3	F	48	4.0	38	6.8	4.4	2.3	1.30	2.20	1.0	25.0	3	4
5	F	50	4.7	46	4.9	4.2	0.9	2.40	1.40	0.5	24.0	1	3
62	M	55	4.6	77	6.5	6.0	1.5	1.30	4.10	0.6	30.0	3	3
69	M	55	5.7	76	6.8	5.5	1.5	0.70	4.10	0.7	29.0	3	3
0	F	30	5.7	53	6.0	5.4	1.7	1.40	3.30	0.7	22.0	2	2
1	F	39	3.0	38	6.4	4.7	1.3	1.10	3.10	0.6	22.0	2	2
2	F	44	3.0	39	5.5	9.5	1.7	1.30	2.50	0.6	21.0	1	2
4	F	49	3.3	44	6.0	5.6	1.9	0.75	1.35	0.8	23.0	2	2
6	F	51	2.1	46	5.9	4.1	2.7	1.00	2.00	1.2	36.0	3	2
7	F	51	3.4	31	7.0	4.5	0.6	1.10	3.10	0.3	39.0	3	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring